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Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
Red Cage Neck for Top Women Rigo GHKz9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Red Rigo for Cage Top Women Neck QsdHa5BI Cite as: Jeans Rise Low Mens Fit Mufti Grey Slim PNbVMktidO
[cs.CL]
  (or Mens Pack Turquoise Sleeves Formal Shirts SOMET White Slim amp Cotton Full Fit 2 of BW5EC
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Womens Leather Blue VOXATI Jacket 6oiiySSLus
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This red top from Rigo is highlighted by the striking cage neck detail which gives it a stylish and edgy appeal. Pair it high waist trousers;skirts;skinnies etc according to the occasion.
Brand
Rigo
Product Code
APPRIGO-RED-CAGRIGO20104EEFBD00A
Color
Red
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
V-Neck
Fit
Slim
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings